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Effect of primordial non-Gaussianities on
the galaxy Far-UV LF:
implications for cosmic reionization
Jacopo Chevallard
and
M. Habouzit, G. Mamon, T. Nishimichi, S. Peirani, J. Silk
References:
• Chevallard et al., 2014 (arXiv: 1410.7768)
• Habouzit et al., 2014 (arXiv: 1407.8192)
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Outline
• Introduction: primordial non-Gaussianities in the early
Universe
• Analytic modelling of cosmic reionization
• Impact of primordial non-Gaussianities on high-z halo mass
function
• Phenomenological galaxy formation model: from halo to
galaxy stellar mass function and UV luminosity functions
• Effect of primordial non-Gaussianities on cosmic
reionization history and Thomson scattering optical depth
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Introducing the work...
• CMB observations indicate initial density perturbations are
Gaussian, on scales of clusters and larger
• At smaller scales we have no constraints on the statistical
properties of initial perturbations
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Introducing the work...
• CMB observations indicate initial density perturbations are
Gaussian, on scales of clusters and larger
• At smaller scales we have no constraints on the statistical
properties of initial perturbations
What is the effect of deviations from Gaussianity in the initial density
perturbations, at scales not probed by CMB observations?
• Effect on the distribution of halo masses, i.e. halo mass function?
• This will propagate to the galaxy stellar mass function and UV
luminosity function
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Introducing the work...
• CMB observations indicate initial density perturbations are
Gaussian, on scales of clusters and larger
• At smaller scales we have no constraints on the statistical
properties of initial perturbations
What is the effect of deviations from Gaussianity in the initial density
perturbations, at scales not probed by CMB observations?
• Effect on the distribution of halo masses, i.e. halo mass function?
• This will propagate to the galaxy stellar mass function and UV
luminosity function
Impact on Universe reionization history !
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization
• Universe after Big Bang is very hot, gas is fully ionized
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization
• Universe after Big Bang is very hot, gas is fully ionized
• As Universe expands, gas cools down becoming neutral
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization
• Universe after Big Bang is very hot, gas is fully ionized
• As Universe expands, gas cools down becoming neutral
• Gas remains neutral until first sources of photons appear:
Pop III stars, first galaxies
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization
• Universe after Big Bang is very hot, gas is fully ionized
• As Universe expands, gas cools down becoming neutral
• Gas remains neutral until first sources of photons appear:
Pop III stars, first galaxies
• Bubbles of ionized gas start to grow around early galaxies
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization
• Universe after Big Bang is very hot, gas is fully ionized
• As Universe expands, gas cools down becoming neutral
• Gas remains neutral until first sources of photons appear:
Pop III stars, first galaxies
• Bubbles of ionized gas start to grow around early galaxies
• By redshift ~6 gas (hydrogen) is fully (re)ionized
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (1)
dQHII
dt
=
˙nion
hnHi
QHII
trec
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (1)
dQHII
dt
=
˙nion
hnHi
QHII
trec
Variation of volume
fraction of ionized H = # ionizations
per second
# recombinations
per second
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (1)
Depends on “clumping
factor” (accounts for
inhomogeneous
temperature, density ad
ionization fields)
dQHII
dt
=
˙nion
hnHi
QHII
trec
Variation of volume
fraction of ionized H = # ionizations
per second
# recombinations
per second
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (1)
Depends on “clumping
factor” (accounts for
inhomogeneous
temperature, density ad
ionization fields)
dQHII
dt
=
˙nion
hnHi
QHII
trec
Variation of volume
fraction of ionized H = # ionizations
per second
# recombinations
per second
Depends on production
rate and escape fraction
of ionizing photons
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (1)
Depends on “clumping
factor” (accounts for
inhomogeneous
temperature, density ad
ionization fields)
dQHII
dt
=
˙nion
hnHi
QHII
trec
Variation of volume
fraction of ionized H = # ionizations
per second
# recombinations
per second
Depends on production
rate and escape fraction
of ionizing photons
Production rate depends
on galaxy emissivity of
ionizing photons and
galaxy luminosity density
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
dQHII
dt
=
˙nion
hnHi
QHII
trec
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
dQHII
dt
=
˙nion
hnHi
QHII
trec
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
H-ionizing photons per unit
UV luminosity
(from population synthesis code)
Galaxy UV luminosity density
(from integral of galaxy UV
luminosity function)
˙nion / ⇢UV ⇠ion
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
H-ionizing photons per unit
UV luminosity
(from population synthesis code)
Galaxy UV luminosity density
(from integral of galaxy UV
luminosity function)
⇢UV =
Z Mlim
UV
1
(M)L(M)dM
˙nion / ⇢UV ⇠ion
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
H-ionizing photons per unit
UV luminosity
(from population synthesis code)
Galaxy UV luminosity density
(from integral of galaxy UV
luminosity function)
⇢UV =
Z Mlim
UV
1
(M)L(M)dM
Critical: which is the minimum UV
luminosity of a galaxy?
˙nion / ⇢UV ⇠ion
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
H-ionizing photons per unit
UV luminosity
(from population synthesis code)
Galaxy UV luminosity density
(from integral of galaxy UV
luminosity function)
⇢UV =
Z Mlim
UV
1
(M)L(M)dM
}
e.g. Schechter function
⇤(M) / 10 0.4 ⇥M(1+ )
exp( 10 0.4 ⇥M
)
˙nion / ⇢UV ⇠ion
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
H-ionizing photons per unit
UV luminosity
(from population synthesis code)
Galaxy UV luminosity density
(from integral of galaxy UV
luminosity function)
⇢UV =
Z Mlim
UV
1
(M)L(M)dM
}
UV LF depends on build up of
stellar mass and metals in
galaxies, hence on hierarchical
growth of dark-matter haloes
˙nion / ⇢UV ⇠ion
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
H-ionizing photons per unit
UV luminosity
(from population synthesis code)
Galaxy UV luminosity density
(from integral of galaxy UV
luminosity function)
⇢UV =
Z Mlim
UV
1
(M)L(M)dM
}
UV LF depends on build up of
stellar mass and metals in
galaxies, hence on hierarchical
growth of dark-matter haloes
˙nion / ⇢UV ⇠ion
DM haloes growth depends
on statistical properties of
initial density perturbations
(e.g. Gaussian vs non-Gaussian)
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Cosmic reionization: modeling (2)
H-ionizing photons per unit
UV luminosity
(from population synthesis code)
Galaxy UV luminosity density
(from integral of galaxy UV
luminosity function)
⇢UV =
Z Mlim
UV
1
(M)L(M)dM
}
UV LF depends on build up of
stellar mass and metals in
galaxies, hence on hierarchical
growth of dark-matter haloes
˙nion / ⇢UV ⇠ion
DM haloes growth depends
on statistical properties of
initial density perturbations
(e.g. Gaussian vs non-Gaussian)
dQHII
dt
=
˙nion
hnHi
QHII
trec
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
High-z galaxy UV luminosity function
• Deep, pencil-beam surveys can probe the UV LF up to z ~ 8
• At higher redshift low statistics, i.e. large errors
• To model reionization need UV LF up to z ~ 15
Bouwens et al., 2014
z ~ 4 5991
z ~ 5 3391
z ~ 6 940
z ~ 7 598
z ~ 8 225
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Halo mass function
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
• Assuming paradigm, we run a set of N-body (i.e. “dark-matter only”)
simulations from z = 200 to z = 6.5
⇤CDM
Halo mass function
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
• Assuming paradigm, we run a set of N-body (i.e. “dark-matter only”)
simulations from z = 200 to z = 6.5
• Simulations run with Gaussian and (scale-dependent) non-Gaussian
initial conditions
⇤CDM
Halo mass function
Strongernon-Gaussianity
non G-1
non G-2
non G-3
non G-4
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
• Assuming paradigm, we run a set of N-body (i.e. “dark-matter only”)
simulations from z = 200 to z = 6.5
• Simulations run with Gaussian and (scale-dependent) non-Gaussian
initial conditions
⇤CDM
Halo mass function
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
• Assuming paradigm, we run a set of N-body (i.e. “dark-matter only”)
simulations from z = 200 to z = 6.5
• Simulations run with Gaussian and (scale-dependent) non-Gaussian
initial conditions
• We identify haloes and build merger trees (see Habouzit et al., 2014),
and obtain the evolution of halo mass function at 7 < z < 14
⇤CDM
Halo mass function
0.0
0.2
0.4
0.6
z =14
z =12
z =10
z = 9
z = 8
z = 7
(a)non-G 1 (b)non-G 2
9 10 11
0.0
0.2
0.4
0.6
(c)non-G 3
9 10 11
(d)non-G 4
log Mhalo [ M⊙ ]
logφnon-G−logφG[Mpc3
M−1
⊙]
Morehaloesinnon-Gsims
non G-1 non G-2
non G-3 non G-4
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
From halo to stellar mass function…
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
From halo to stellar mass function…
Merger trees
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
From halo to stellar mass function…
Merger trees
Phenomenological galaxy formation model (matching observed UV LF at z
= 7 and 8) + chemical evolution (mass-metallicity relation for dwarf)
dMvir
dt
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
From halo to stellar mass function…
Merger trees
Phenomenological galaxy formation model (matching observed UV LF at z
= 7 and 8) + chemical evolution (mass-metallicity relation for dwarf)
dMvir
dt
Large catalogue of star formation and chemical enrichment histories
dM?
dt
dZ
dt
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
From halo to stellar mass function…
Merger trees
dMvir
dt
dM?
dt
dZ
dt
0.0
0.2
0.4
0.6
z =14
z =12
z =10
z =9
z =8
z =7
(a)non-G 1 (b)non-G 2
7 8 9
0.0
0.2
0.4
0.6
(c)non-G 3
7 8 9
(d)non-G 4
logM∗ [ M⊙ ]
logφnon-G−logφG[Mpc3
M−1
⊙]
non G-2non G-1
non G-3 non G-4
Morehaloesinnon-Gsims
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
…and to Far-UV luminosity function
Catalogue of star formation and chemical enrichment histories
BC03 population synthesis code
+
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
…and to Far-UV luminosity function
Catalogue of star formation and chemical enrichment histories
BC03 population synthesis code
Predicted galaxy UV LF at 7 < z < 14 ,
for G and non-G initial conditions
+
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
…and to Far-UV luminosity function
Catalogue of star formation and chemical enrichment histories
BC03 population synthesis code
Predicted galaxy UV LF at 7 < z < 14 ,
for G and non-G initial conditions
• Simple (3 parameters) galaxy
formation model able to match
observed LF at z = 7 and 8
• Prediction for the evolution of the
faint-end slope with redshift also
agree with observations
+
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
…and to Far-UV luminosity function
Catalogue of star formation and chemical enrichment histories
BC03 population synthesis code
Predicted galaxy UV LF at 7 < z < 14 ,
for G and non-G initial conditions
• Simple (3 parameters) galaxy
formation model able to match
observed LF at z = 7 and 8
• Prediction for the evolution of the
faint-end slope with redshift also
agree with observations
+
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Effect of non-G on galaxy Far-UV LF
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Effect of non-G on galaxy Far-UV LF
Recall...
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Effect of non-G on galaxy Far-UV LF
Effect of initial non-Gaussianity
on UV LF:
• increase with increasing
redshift (at fixed luminosity)
• increase with decreasing UV
luminosity, i.e. with
decreasing galaxy mass (at
fixed redshift)
• increase with increasing level
of initial non-Gaussianity, i.e.
increases from model non-G 1
to non-G 4
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Reionization models
• Calibrated from state-of-the-art hydrodynamic simulations
• 3 different models, in which we vary escape fraction and minimum UV magnitude
Reionization model
A 0.2 -12
B
0.17 at z = 7
0.75 at z = 14 -12
C
0.17 at z = 7
0.75 at z = 14
-7
fesc Mlim
UV
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Reionization models
• Calibrated from state-of-the-art hydrodynamic simulations
• 3 different models, in which we vary escape fraction and minimum UV magnitude
Reionization model
A 0.2 -12
B
0.17 at z = 7
0.75 at z = 14 -12
C
0.17 at z = 7
0.75 at z = 14
-7
fesc Mlim
UV
Increased contribution of low-mass galaxies to
ionizing budget
A CB
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Impact of primordial non-G on reionization
6 8 10 12 14
0.00
0.25
0.50
0.75
1.00 G
non-G 1
non-G 2
non-G 3
non-G 4
Model A
Model B
Model C
z
QHII
Model
A 0.2 -12
B
0.17 at z = 7
0.75 at z = 14
-12
C
0.17 at z = 7
0.75 at z = 14
-7
fesc Mlim
UV
• assuming constant , only non-G 4 model differs significantly from Gaussian
• assuming increasing with z (as found in most recent hydro simulations), effect of
non-G is boosted, since effect of non-G increases with z
• lowering minimum galaxy luminosity also boosts the effect of non-Gaussianity,
as non-G (in our model) are stronger at small scales, i.e. low-masses
fesc
fesc
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
...and on Thomson scattering optical depth
6 8 10 12 14
0.00
0.04
0.08
0.12
G
non-G 1
non-G 2
non-G 3
non-G 4
Model A
Model B
Model C
z
τe
• as in previous plot, small
differences in for constant
(only non-G 4 model differs from G)
• increasing with z boosts effect
of non-Gaussianity (~12 % difference
among non-G 4 and G)
• lowering minimum UV
luminosity (as suggested by state-of-
the-art hydro simulations) also
boosts the effect of non-
Gaussianity, as it increases the
‘weight’ to reionization of low-
galaxies, those most affected by
initial non-Gaussianity
⌧e fesc
fesc
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (1)
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (1)
• (Large) initial non-Gaussianity on scales not probed by CMB affect
hierarchical growth of DM haloes (see also Habouzit et al., 2014)
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (1)
• (Large) initial non-Gaussianity on scales not probed by CMB affect
hierarchical growth of DM haloes (see also Habouzit et al., 2014)
• By adopting a simple galaxy formation model we can propagate this
effect to galaxy stellar mass function and UV luminosity function
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (1)
• (Large) initial non-Gaussianity on scales not probed by CMB affect
hierarchical growth of DM haloes (see also Habouzit et al., 2014)
• By adopting a simple galaxy formation model we can propagate this
effect to galaxy stellar mass function and UV luminosity function
• Simple galaxy formation model allows us to match observed UV LF
at z = 7 and 8, and redshift evolution of faint-end slope
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (2)
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (2)
• Universe reionization history affected by initial non-Gaussianity,
but currently large uncertainty from reionization physics
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (2)
• Universe reionization history affected by initial non-Gaussianity,
but currently large uncertainty from reionization physics
• Impact of non-Gaussianity on depends on escape fraction and
min. UV luminosity
⌧e
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (2)
• Universe reionization history affected by initial non-Gaussianity,
but currently large uncertainty from reionization physics
• Impact of non-Gaussianity on depends on escape fraction and
min. UV luminosity
• Adopting and from state-of-the-art hydro simulations
boosts the effect of initial non-G on
⌧e
fesc Mlim
UV
⌧e
J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization
Seminar - Leiden Observatory, 26 November 2014
Conclusions (and caveats!) (2)
• Universe reionization history affected by initial non-Gaussianity,
but currently large uncertainty from reionization physics
• Impact of non-Gaussianity on depends on escape fraction and
min. UV luminosity
• Adopting and from state-of-the-art hydro simulations
boosts the effect of initial non-G on
• Potential future use of to constrain statistical properties of
initial density perturbations (if uncertainties of reionization physics
are reduced)
⌧e
fesc Mlim
UV
⌧e
⌧e

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Talk_Leiden_November_2014

  • 1. Effect of primordial non-Gaussianities on the galaxy Far-UV LF: implications for cosmic reionization Jacopo Chevallard and M. Habouzit, G. Mamon, T. Nishimichi, S. Peirani, J. Silk References: • Chevallard et al., 2014 (arXiv: 1410.7768) • Habouzit et al., 2014 (arXiv: 1407.8192)
  • 2. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Outline • Introduction: primordial non-Gaussianities in the early Universe • Analytic modelling of cosmic reionization • Impact of primordial non-Gaussianities on high-z halo mass function • Phenomenological galaxy formation model: from halo to galaxy stellar mass function and UV luminosity functions • Effect of primordial non-Gaussianities on cosmic reionization history and Thomson scattering optical depth
  • 3. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Introducing the work... • CMB observations indicate initial density perturbations are Gaussian, on scales of clusters and larger • At smaller scales we have no constraints on the statistical properties of initial perturbations
  • 4. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Introducing the work... • CMB observations indicate initial density perturbations are Gaussian, on scales of clusters and larger • At smaller scales we have no constraints on the statistical properties of initial perturbations What is the effect of deviations from Gaussianity in the initial density perturbations, at scales not probed by CMB observations? • Effect on the distribution of halo masses, i.e. halo mass function? • This will propagate to the galaxy stellar mass function and UV luminosity function
  • 5. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Introducing the work... • CMB observations indicate initial density perturbations are Gaussian, on scales of clusters and larger • At smaller scales we have no constraints on the statistical properties of initial perturbations What is the effect of deviations from Gaussianity in the initial density perturbations, at scales not probed by CMB observations? • Effect on the distribution of halo masses, i.e. halo mass function? • This will propagate to the galaxy stellar mass function and UV luminosity function Impact on Universe reionization history !
  • 6. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization
  • 7. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization • Universe after Big Bang is very hot, gas is fully ionized
  • 8. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization • Universe after Big Bang is very hot, gas is fully ionized • As Universe expands, gas cools down becoming neutral
  • 9. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization • Universe after Big Bang is very hot, gas is fully ionized • As Universe expands, gas cools down becoming neutral • Gas remains neutral until first sources of photons appear: Pop III stars, first galaxies
  • 10. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization • Universe after Big Bang is very hot, gas is fully ionized • As Universe expands, gas cools down becoming neutral • Gas remains neutral until first sources of photons appear: Pop III stars, first galaxies • Bubbles of ionized gas start to grow around early galaxies
  • 11. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization • Universe after Big Bang is very hot, gas is fully ionized • As Universe expands, gas cools down becoming neutral • Gas remains neutral until first sources of photons appear: Pop III stars, first galaxies • Bubbles of ionized gas start to grow around early galaxies • By redshift ~6 gas (hydrogen) is fully (re)ionized
  • 12. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (1) dQHII dt = ˙nion hnHi QHII trec
  • 13. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (1) dQHII dt = ˙nion hnHi QHII trec Variation of volume fraction of ionized H = # ionizations per second # recombinations per second
  • 14. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (1) Depends on “clumping factor” (accounts for inhomogeneous temperature, density ad ionization fields) dQHII dt = ˙nion hnHi QHII trec Variation of volume fraction of ionized H = # ionizations per second # recombinations per second
  • 15. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (1) Depends on “clumping factor” (accounts for inhomogeneous temperature, density ad ionization fields) dQHII dt = ˙nion hnHi QHII trec Variation of volume fraction of ionized H = # ionizations per second # recombinations per second Depends on production rate and escape fraction of ionizing photons
  • 16. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (1) Depends on “clumping factor” (accounts for inhomogeneous temperature, density ad ionization fields) dQHII dt = ˙nion hnHi QHII trec Variation of volume fraction of ionized H = # ionizations per second # recombinations per second Depends on production rate and escape fraction of ionizing photons Production rate depends on galaxy emissivity of ionizing photons and galaxy luminosity density
  • 17. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) dQHII dt = ˙nion hnHi QHII trec
  • 18. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) dQHII dt = ˙nion hnHi QHII trec
  • 19. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) H-ionizing photons per unit UV luminosity (from population synthesis code) Galaxy UV luminosity density (from integral of galaxy UV luminosity function) ˙nion / ⇢UV ⇠ion
  • 20. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) H-ionizing photons per unit UV luminosity (from population synthesis code) Galaxy UV luminosity density (from integral of galaxy UV luminosity function) ⇢UV = Z Mlim UV 1 (M)L(M)dM ˙nion / ⇢UV ⇠ion
  • 21. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) H-ionizing photons per unit UV luminosity (from population synthesis code) Galaxy UV luminosity density (from integral of galaxy UV luminosity function) ⇢UV = Z Mlim UV 1 (M)L(M)dM Critical: which is the minimum UV luminosity of a galaxy? ˙nion / ⇢UV ⇠ion
  • 22. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) H-ionizing photons per unit UV luminosity (from population synthesis code) Galaxy UV luminosity density (from integral of galaxy UV luminosity function) ⇢UV = Z Mlim UV 1 (M)L(M)dM } e.g. Schechter function ⇤(M) / 10 0.4 ⇥M(1+ ) exp( 10 0.4 ⇥M ) ˙nion / ⇢UV ⇠ion
  • 23. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) H-ionizing photons per unit UV luminosity (from population synthesis code) Galaxy UV luminosity density (from integral of galaxy UV luminosity function) ⇢UV = Z Mlim UV 1 (M)L(M)dM } UV LF depends on build up of stellar mass and metals in galaxies, hence on hierarchical growth of dark-matter haloes ˙nion / ⇢UV ⇠ion
  • 24. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) H-ionizing photons per unit UV luminosity (from population synthesis code) Galaxy UV luminosity density (from integral of galaxy UV luminosity function) ⇢UV = Z Mlim UV 1 (M)L(M)dM } UV LF depends on build up of stellar mass and metals in galaxies, hence on hierarchical growth of dark-matter haloes ˙nion / ⇢UV ⇠ion DM haloes growth depends on statistical properties of initial density perturbations (e.g. Gaussian vs non-Gaussian)
  • 25. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Cosmic reionization: modeling (2) H-ionizing photons per unit UV luminosity (from population synthesis code) Galaxy UV luminosity density (from integral of galaxy UV luminosity function) ⇢UV = Z Mlim UV 1 (M)L(M)dM } UV LF depends on build up of stellar mass and metals in galaxies, hence on hierarchical growth of dark-matter haloes ˙nion / ⇢UV ⇠ion DM haloes growth depends on statistical properties of initial density perturbations (e.g. Gaussian vs non-Gaussian) dQHII dt = ˙nion hnHi QHII trec
  • 26. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 High-z galaxy UV luminosity function • Deep, pencil-beam surveys can probe the UV LF up to z ~ 8 • At higher redshift low statistics, i.e. large errors • To model reionization need UV LF up to z ~ 15 Bouwens et al., 2014 z ~ 4 5991 z ~ 5 3391 z ~ 6 940 z ~ 7 598 z ~ 8 225
  • 27. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Halo mass function
  • 28. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 • Assuming paradigm, we run a set of N-body (i.e. “dark-matter only”) simulations from z = 200 to z = 6.5 ⇤CDM Halo mass function
  • 29. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 • Assuming paradigm, we run a set of N-body (i.e. “dark-matter only”) simulations from z = 200 to z = 6.5 • Simulations run with Gaussian and (scale-dependent) non-Gaussian initial conditions ⇤CDM Halo mass function Strongernon-Gaussianity non G-1 non G-2 non G-3 non G-4
  • 30. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 • Assuming paradigm, we run a set of N-body (i.e. “dark-matter only”) simulations from z = 200 to z = 6.5 • Simulations run with Gaussian and (scale-dependent) non-Gaussian initial conditions ⇤CDM Halo mass function
  • 31. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 • Assuming paradigm, we run a set of N-body (i.e. “dark-matter only”) simulations from z = 200 to z = 6.5 • Simulations run with Gaussian and (scale-dependent) non-Gaussian initial conditions • We identify haloes and build merger trees (see Habouzit et al., 2014), and obtain the evolution of halo mass function at 7 < z < 14 ⇤CDM Halo mass function 0.0 0.2 0.4 0.6 z =14 z =12 z =10 z = 9 z = 8 z = 7 (a)non-G 1 (b)non-G 2 9 10 11 0.0 0.2 0.4 0.6 (c)non-G 3 9 10 11 (d)non-G 4 log Mhalo [ M⊙ ] logφnon-G−logφG[Mpc3 M−1 ⊙] Morehaloesinnon-Gsims non G-1 non G-2 non G-3 non G-4
  • 32. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 From halo to stellar mass function…
  • 33. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 From halo to stellar mass function… Merger trees
  • 34. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 From halo to stellar mass function… Merger trees Phenomenological galaxy formation model (matching observed UV LF at z = 7 and 8) + chemical evolution (mass-metallicity relation for dwarf) dMvir dt
  • 35. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 From halo to stellar mass function… Merger trees Phenomenological galaxy formation model (matching observed UV LF at z = 7 and 8) + chemical evolution (mass-metallicity relation for dwarf) dMvir dt Large catalogue of star formation and chemical enrichment histories dM? dt dZ dt
  • 36. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 From halo to stellar mass function… Merger trees dMvir dt dM? dt dZ dt 0.0 0.2 0.4 0.6 z =14 z =12 z =10 z =9 z =8 z =7 (a)non-G 1 (b)non-G 2 7 8 9 0.0 0.2 0.4 0.6 (c)non-G 3 7 8 9 (d)non-G 4 logM∗ [ M⊙ ] logφnon-G−logφG[Mpc3 M−1 ⊙] non G-2non G-1 non G-3 non G-4 Morehaloesinnon-Gsims
  • 37. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 …and to Far-UV luminosity function Catalogue of star formation and chemical enrichment histories BC03 population synthesis code +
  • 38. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 …and to Far-UV luminosity function Catalogue of star formation and chemical enrichment histories BC03 population synthesis code Predicted galaxy UV LF at 7 < z < 14 , for G and non-G initial conditions +
  • 39. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 …and to Far-UV luminosity function Catalogue of star formation and chemical enrichment histories BC03 population synthesis code Predicted galaxy UV LF at 7 < z < 14 , for G and non-G initial conditions • Simple (3 parameters) galaxy formation model able to match observed LF at z = 7 and 8 • Prediction for the evolution of the faint-end slope with redshift also agree with observations +
  • 40. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 …and to Far-UV luminosity function Catalogue of star formation and chemical enrichment histories BC03 population synthesis code Predicted galaxy UV LF at 7 < z < 14 , for G and non-G initial conditions • Simple (3 parameters) galaxy formation model able to match observed LF at z = 7 and 8 • Prediction for the evolution of the faint-end slope with redshift also agree with observations +
  • 41. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Effect of non-G on galaxy Far-UV LF
  • 42. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Effect of non-G on galaxy Far-UV LF Recall...
  • 43. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Effect of non-G on galaxy Far-UV LF Effect of initial non-Gaussianity on UV LF: • increase with increasing redshift (at fixed luminosity) • increase with decreasing UV luminosity, i.e. with decreasing galaxy mass (at fixed redshift) • increase with increasing level of initial non-Gaussianity, i.e. increases from model non-G 1 to non-G 4
  • 44. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Reionization models • Calibrated from state-of-the-art hydrodynamic simulations • 3 different models, in which we vary escape fraction and minimum UV magnitude Reionization model A 0.2 -12 B 0.17 at z = 7 0.75 at z = 14 -12 C 0.17 at z = 7 0.75 at z = 14 -7 fesc Mlim UV
  • 45. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Reionization models • Calibrated from state-of-the-art hydrodynamic simulations • 3 different models, in which we vary escape fraction and minimum UV magnitude Reionization model A 0.2 -12 B 0.17 at z = 7 0.75 at z = 14 -12 C 0.17 at z = 7 0.75 at z = 14 -7 fesc Mlim UV Increased contribution of low-mass galaxies to ionizing budget A CB
  • 46. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Impact of primordial non-G on reionization 6 8 10 12 14 0.00 0.25 0.50 0.75 1.00 G non-G 1 non-G 2 non-G 3 non-G 4 Model A Model B Model C z QHII Model A 0.2 -12 B 0.17 at z = 7 0.75 at z = 14 -12 C 0.17 at z = 7 0.75 at z = 14 -7 fesc Mlim UV • assuming constant , only non-G 4 model differs significantly from Gaussian • assuming increasing with z (as found in most recent hydro simulations), effect of non-G is boosted, since effect of non-G increases with z • lowering minimum galaxy luminosity also boosts the effect of non-Gaussianity, as non-G (in our model) are stronger at small scales, i.e. low-masses fesc fesc
  • 47. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 ...and on Thomson scattering optical depth 6 8 10 12 14 0.00 0.04 0.08 0.12 G non-G 1 non-G 2 non-G 3 non-G 4 Model A Model B Model C z τe • as in previous plot, small differences in for constant (only non-G 4 model differs from G) • increasing with z boosts effect of non-Gaussianity (~12 % difference among non-G 4 and G) • lowering minimum UV luminosity (as suggested by state-of- the-art hydro simulations) also boosts the effect of non- Gaussianity, as it increases the ‘weight’ to reionization of low- galaxies, those most affected by initial non-Gaussianity ⌧e fesc fesc
  • 48. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (1)
  • 49. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (1) • (Large) initial non-Gaussianity on scales not probed by CMB affect hierarchical growth of DM haloes (see also Habouzit et al., 2014)
  • 50. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (1) • (Large) initial non-Gaussianity on scales not probed by CMB affect hierarchical growth of DM haloes (see also Habouzit et al., 2014) • By adopting a simple galaxy formation model we can propagate this effect to galaxy stellar mass function and UV luminosity function
  • 51. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (1) • (Large) initial non-Gaussianity on scales not probed by CMB affect hierarchical growth of DM haloes (see also Habouzit et al., 2014) • By adopting a simple galaxy formation model we can propagate this effect to galaxy stellar mass function and UV luminosity function • Simple galaxy formation model allows us to match observed UV LF at z = 7 and 8, and redshift evolution of faint-end slope
  • 52. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (2)
  • 53. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (2) • Universe reionization history affected by initial non-Gaussianity, but currently large uncertainty from reionization physics
  • 54. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (2) • Universe reionization history affected by initial non-Gaussianity, but currently large uncertainty from reionization physics • Impact of non-Gaussianity on depends on escape fraction and min. UV luminosity ⌧e
  • 55. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (2) • Universe reionization history affected by initial non-Gaussianity, but currently large uncertainty from reionization physics • Impact of non-Gaussianity on depends on escape fraction and min. UV luminosity • Adopting and from state-of-the-art hydro simulations boosts the effect of initial non-G on ⌧e fesc Mlim UV ⌧e
  • 56. J. Chevallard - Effect of primordial non-G on the galaxy Far-UV LF: implications for cosmic reionization Seminar - Leiden Observatory, 26 November 2014 Conclusions (and caveats!) (2) • Universe reionization history affected by initial non-Gaussianity, but currently large uncertainty from reionization physics • Impact of non-Gaussianity on depends on escape fraction and min. UV luminosity • Adopting and from state-of-the-art hydro simulations boosts the effect of initial non-G on • Potential future use of to constrain statistical properties of initial density perturbations (if uncertainties of reionization physics are reduced) ⌧e fesc Mlim UV ⌧e ⌧e